Asymptotic behavior of Aldous' gossip process

preprint2012arXivOpen access

Abstract

Aldous [(2007) Preprint] defined a gossip process in which space is a discrete N×NN\times N torus, and the state of the process at time tt is the set of individuals who know the information. Information spreads from a site to its nearest neighbors at rate 1/4 each and at rate N−αN^{-α} to a site chosen at random from the torus. We will be interested in the case in which α<3α<3, where the long range transmission significantly accelerates the time at which everyone knows the information. We prove three results that precisely describe the spread of information in a slightly simplified model on the real torus. The time until everyone knows the information is asymptotically T=(2−2α/3)Nα/3log⁡NT=(2-2α/3)N^{α/3}\log N. If ρsρ_s is the fraction of the population who know the information at time ss and ε\varepsilon is small then, for large NN, the time until ρsρ_s reaches ε\varepsilon is T(ε)≈T+Nα/3log⁡(3ε/M)T(\varepsilon)\approx T+N^{α/3}\log (3\varepsilon /M), where MM is a random variable determined by the early spread of the information. The value of ρsρ_s at time s=T(1/3)+tNα/3s=T(1/3)+tN^{α/3} is almost a deterministic function h(t)h(t) which satisfies an odd looking integro-differential equation. The last result confirms a heuristic calculation of Aldous.

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